Operationalize AI Governance Across Shadow GenAI, MCP, and Agentic Workloads with Qualys TotalAI
Key Takeaways AI adoption has outpaced enterprise controls, with AI and LLM workloads appearing faster than security teams can inventory or approve them. AI governance has become an evidence problem. Policies, questionnaires, and risk registers cannot prove that AI systems are safe. Traditional security tools see only fragments of AI risk. They miss model behavior, cannot produce technical evidence, and do not discover or assess the full AI estate. TotalAI connects four components of AI…
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